Start with your own catalog. Choose a product with visible details, request a relevant edit and repeat on a variant. These steps show whether the method is useful beyond one attractive image.
Test editing and variants
Start with packaging that makes errors visible. Check text, shape and materials, then request a specific background or framing edit. Repeat with a relevant color or size variant. Keep rejected results and editing time, including compositing with real photography where needed.
Judge the finished use
Compare accepted files, total effort and current terms. Product-image quality does not establish improved ROAS. See AI product photography and the Midjourney comparison approach.
